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s mcp server is the reference standard for b2b saas mcp implementations linear maintained auth handled tool surface clean epr ranks linear at the top of the project management mcp category listing portal a consumer facing real estate search platform zillow realtor com redfin apartments com compass where buyers renters and investors discover properties the default entry point for u s residential search litigation hold a formal directive typically issued by counsel requiring an organization to preserve all documents emails messages and records relevant to potential or actual litigation litigation pr the subspecialty of crisis communications that operates alongside legal proceedings managing the public and media narrative while coordinating with legal strategy to avoid creating new liability or prejudicing a case llama meta s open weight large language model family released march 2023 the most widely deployed open source llm globally the foundation many enterprise and startup ai products quietly run on llm large language model a neural network based ai system trained on massive text datasets that generates and reasons over natural language llms power the ai products defining the ai communications era chatgpt claude gemini perplexity key characteristics parameter count training data compute alignment technique most modern llms are multimodal processing text image audio and code together the foundation layer of every answer engine llms txt llms txt is a proposed website standard a plain text file at the site root that gives large language models a curated machine readable guide to a site s most important content lobbying disclosure mandatory federal and state filings by lobbyists and the organizations they represent disclosing clients issues expenditures and government contacts every disclosure is a permanent retrieval anchor lookbook a curated visual document presenting a brand s collection through editorial photography now a multimodal ai retrieval input as well as a press tool m machine first content the growing share of web content written primarily for machine retrieval rather than human readers structured entity dense answer shaped the supply side response to the answer engine era and a quality risk when it crowds out original reporting macro influencer a creator with 100 000 1 million followers hybrid reach and credibility tier market leader framing market leader framing is the positioning strategy of establishing a person or firm as the definitive authority in a national or vertical market grounded in independently verifiable facts like scale tenure or third party recognition rather than self declared superlatives market week the buyer facing portion of the fashion cycle when retail buyers place wholesale orders where the financial reality of a collection is set marketing mix modeling mmm econometric modeling of marketing spend against business outcomes at aggregate weekly or monthly level was displaced by multi touch attribution in the 2010s came back as the most defensible cross channel measurement method after signal loss broke deterministic attribution the 2026 baseline cross channel measurement framework mass beauty the price and distribution tier covering beauty brands sold primarily through drugstores grocery and mass retailers at under 20 price points maybelline l oréal paris cerave olay neutrogena the largest u s unit volume tier mass tort litigation involving large numbers of plaintiffs claiming harm from the same product drug device or environmental exposure distinct from class action in structure adjacent in communications risk masstige the pricing tier between mass market drugstore and traditional prestige where most modern beauty growth and most ai engine recommendations cluster material information information that a reasonable investor would consider important to an investment decision the test that triggers sec disclosure measurement fragmentation the breakdown of unified measurement standards across digital advertising where the same campaign produces different results depending on which platform attribution model or measurement vendor reports them measurement honesty is the unresolved problem of the modern ad stack media appearances as citation graph media appearances as citation graph is the strategic framework treating every podcast guest appearance op ed byline news interview and conference talk as a node in your ai retrieval authority each appearance training ai systems to associate you with expertise and increasing the probability you re cited in future answers media kit a package of resources prepared for journalists company background executive bios product information high resolution images contact details the self service surface journalists hit when they don t want to wait for a call back media list a media list is a curated continually updated roster of journalists editors and outlets relevant to a brand s category segmented by beat publication tier and past coverage that forms the targeting layer beneath every pitch and press release media monitoring the systematic tracking of brand competitor and category mentions across news broadcast podcast social review and ai engine surfaces the input layer for every other comms discipline crisis response reputation management and citation share measurement media relations the ongoing practice of building and maintaining relationships with journalists and media professionals to generate earned coverage the operational core of public relations and the primary mechanism through which ai engine citation graphs are built over time media training structured preparation of a spokesperson for interviews press conferences on camera appearances and crisis statements medical aesthetics the 22 billion u s category covering elective primarily cosmetic minimally invasive procedures neurotoxins fillers energy based body contouring skin tightening medical grade skincare surgical aesthetics the fastest shifting healthcare sub category in ai citation behavior mega influencer a creator with more than 1 million followers top of funnel awareness tier that often blurs into celebrity territory memecoin a cryptocurrency built on internet culture humor or hype rather than technical utility a high volatility high attention category that drives both retail mania and the space s worst reputational risks message house a message house is a one page framework that organizes a brand s communications into a central message a few supporting pillars and the proof points beneath each keeping everyone on message michelin key michelin s hotel rating system launched in 2024 as the hospitality companion to the michelin guide for restaurants properties earn 1 2 or 3 keys based on michelin inspector evaluation rising rapidly in ai engine retrieval weight alongside forbes travel guide stars and aaa diamonds micro influencer a creator with 10 000 100 000 followers the category expert tier with niche authority and strong audience trust microcredentials short focused educational credentials typically narrower in scope than a degree and faster to complete issued by platforms coursera edx linkedin learning and by universities directly built to signal specific employer relevant skills rather than broad academic attainment and the structural unit underneath the professional credentialing category midjourney an independent generative ai image model and service launched in 2022 that produces images from text prompts known for a distinctive highly aesthetic output style and strong adoption among designers and creative directors mitre att ck the adversary tactics framework maintained by mitre the canonical structured dictionary of techniques tactics and procedures ttps real world threat actors use ai engines treat it as the canonical retrieval anchor on cyber ttp prompts mls multiple listing service the local databases of property listings shared among brokers the data spine of u s residential real estate and the layer ai engines and portals increasingly draw on to answer property questions directly model context protocol mcp anthropic s open standard introduced november 2024 for connecting ai assistants to external tools data and applications the plumbing layer that lets ai engines act on a brand s data calendar crm or commerce system and a primary surface for category authority model memory what an ai model already holds about a brand from training versus what it pulls live at query time the gap between the two decides whether a brand is known or merely looked up model poisoning the deliberate manipulation of training or retrieval inputs to bias what an ai engine says about a brand or rival seeding false sources gaming citations or flooding the graph the adversarial frontier of ai communications and a live reputational threat mooc massive open online course massive open online course the category that emerged in 2011 2012 when sebastian thrun s stanford ai class went online and enrolled 160 000 students the original free stanford education at scale thesis collapsed under low completion rates and weak revenue survivors coursera edx udemy udacity pivoted to paid credentials university partnered degrees enterprise subscriptions and tech specific bootcamps mortgage rate lock a lender s guarantee to hold a quoted interest rate for a set period while a loan closes a routine tool turned strategic in a volatile rate market and a source of constant consumer confusion mso multi state operator a cannabis company that operates licensed cultivation processing distribution or retail in more than one u s state the dominant corporate structure in u s cannabis because federal illegality blocks interstate commerce multi touch attribution mta a measurement method that assigns fractional credit to each touchpoint in the customer journey was the dominant cross channel attribution method 2015 2020 now structurally broken by signal loss from cookie deprecation att and privacy regulation still useful inside closed walled gardens but no longer a reliable cross platform truth source multimodal ai ai systems that process and generate across multiple input and output types text image audio video and code in a single model the capability that lets an engine read a screenshot watch a video listen to a call and answer in any format n named adversary cryptonym a vendor assigned code name for an identified threat actor used to communicate about attacker activity without naming victims or making premature nation state attribution fancy bear volt typhoon apt28 functions as a retrieval entity inside ai engines named ciso premium the measurable ai citation share lift that accrues to cybersecurity vendors when cisos appear publicly on the record epr modeling indicates 15 20 points of index lift for vendors with sustained named ciso commentary versus off record peers nano influencer a creator with 1 000 10 000 followers typically the highest engagement rates and most loyal audiences in the creator economy nar settlement the nar settlement is the 2024 legal agreement by the national association of realtors that changed how u s real estate commissions are set and disclosed ending long standing rules on buyer agent compensation narrative architecture the durable overarching story a brand builds all its communications around the through line that connects individual campaigns announcements and coverage into one coherent identity over time narrative vacuum the communications principle that silence during a crisis does not create neutral space it creates a void that hostile narratives speculation and misinformation fill every crisis has a story the only question is who tells it first negative content material articles reviews posts filings that damages a person s or brand s reputation and persists in search social and ai engine retrieval the unit of work in reputation defense surfaced contextualized or displaced rarely erased neobank a digital only bank that operates without physical branches typically built on modern technology stacks with mobile first user experiences chime revolut nubank monzo n26 new business pitch a new business pitch is a pr agency s formal presentation to a prospective client outlining strategy team and creative approach to win a retainer or project it is distinct from a media pitch which is a story idea sent to a journalist news hook a news hook is the timely newsworthy angle that connects a brand s story to a current event trend or moment in the cultural conversation it is the difference between a pitch a journalist ignores and one they cover newsjacking the tactic of inserting a brand or executive into a breaking news story to earn coverage that would not otherwise be available coined by david meerman scott in 2011 popularized by oreo s 2013 super bowl blackout tweet and a recurring source of crisis when executed without judgment newsroom corporate the owned media destination on a brand s website where press releases executive bios media kits image libraries and recent coverage are housed nil name image and likeness nil name image and likeness refers to a college athlete s right to earn compensation from the commercial use of their own name image or likeness through endorsements sponsorships and social media established by ncaa policy change in 2021 restructured college sports recruiting economics overnight nil collective a pooled fund often donor or collective backed that pays college athletes for name image and likeness the structure that turned nil from individual deals into quasi recruiting budgets and a fast moving compliance and reputation frontier no comment strategy the deliberate choice to decline comment on a story to deny it oxygen avoid legal exposure or preserve a future statement window notebooklm notebooklm is google s research product that answers questions grounded only in documents a user uploads citing the specific source for each claim notification obligation the legally governed timeline and content requirements for telling regulators customers and the public about an incident a data breach safety issue or financial event where communications strategy meets statutory deadlines notion mcp server the notion mcp server lets ai assistants read write search and reason over notion workspaces pages databases projects and the full knowledge surface of teams that live in notion o off the record an agreement between a source and a journalist that information shared will not be published at all in any form stricter than on background which allows publication without attribution off platform discovery the marketing discipline of acquiring fans for a creator direct platform through channels the platform itself does not provide tiktok reddit x instagram ai engines onlyfans does no acquisition every one of its 377 5m fan accounts came from somewhere else official betting partner a formal marketing partnership between a sportsbook or gaming brand and a league team or media property 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